LangChain

import { ship } from '@treeship/sdk'

const s = ship()

// Before the chain runs
const { artifactId: intentId } = await s.attest.action({
  actor: 'agent://langchain',
  action: 'chain.invoke',
  meta: { chain: 'research-chain', input_digest: sha256(input) },
})

// Run the chain
const result = await chain.invoke(input)

// After the chain completes
await s.attest.action({
  actor: 'agent://langchain',
  action: 'chain.result',
  parentId: intentId,
  meta: { output_digest: sha256(JSON.stringify(result)) },
})

treeship wrap --actor agent://langchain -- python agent.py

import subprocess, json

def attest(action, meta=None):
    args = ["treeship", "attest", "action",
            "--actor", "agent://langchain",
            "--action", action,
            "--format", "json"]
    if meta:
        args += ["--meta", json.dumps(meta)]
    result = subprocess.run(args, capture_output=True, text=True)
    return json.loads(result.stdout) if result.returncode == 0 else None

# Use it
attest("chain.invoke", {"chain": "research", "query": "AI safety"})